Episodios

  • MIT Researchers Introduce IF-COMP for Uncertainty Estimation, Machine Learning in Financial Forecasting

    MIT Researchers Introduce IF-COMP for Uncertainty Estimation, Machine Learning in Financial Forecasting
    Jul 16 2024
    MIT researchers propose IF-COMP, a scalable solution for uncertainty estimation and improved calibration in deep learning under distribution shifts. Explore the transformative role of machine learning in financial forecasting. Plus, a study compares large kernel ConvNets to CNNs and ViTs for robustness. Also, Europe's AI Act: How does it work and what happens next? Sources: https://www.marktechpost.com/2024/07/16/mit-researchers-propose-if-comp-a-scalable-solution-for-uncertainty-estimation-and-improved-calibration-in-deep-learning-under-distribution-shifts/ https://www.ibtimes.co.in/transformative-role-machine-learning-financial-forecasting-870187 https://www.marktechpost.com/2024/07/15/exploring-robustness-large-kernel-convnets-in-comparison-to-convolutional-neural-network-cnns-and-vision-transformers-vits/ https://apnews.com/article/ai-act-european-union-chatbots-155157e2be2e42d0f1acca33983d8c82 Outline: (00:00:00) Introduction (00:00:41) The Transformative Role of Machine Learning in Financial Forecasting (00:03:44) Exploring Robustness: Large Kernel ConvNets in Comparison to Convolutional Neural Network CNNs and Vision Transformers ViTs (00:06:20) Europe's AI Act: How does it work and what happens next?
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    10 m
  • GPT-4: Advancements in AI Capabilities and European LLM Leaderboard

    GPT-4: Advancements in AI Capabilities and European LLM Leaderboard
    Jul 15 2024
    Discover the groundbreaking advancements of GPT-4, the future of artificial intelligence. Also, explore the European LLM Leaderboard, promoting advanced multilingual language model development and evaluation. Sources: https://www.marktechpost.com/2024/07/15/ten-tasks-achievable-with-gpt-4-that-were-not-possible-with-gpt-3-5/ https://www.marktechpost.com/2024/07/14/opengpt-x-team-publishes-european-llm-leaderboard-promoting-the-way-for-advanced-multilingual-language-model-development-and-evaluation/ https://apnews.com/article/ai-act-european-union-chatbots-155157e2be2e42d0f1acca33983d8c82 https://apnews.com/article/artificial-intelligence-elections-disinformation-chatgpt-bc283e7426402f0b4baa7df280a4c3fd Outline: (00:00:00) Introduction (00:00:46) Ten Tasks Achievable with GPT-4 that were not Possible with GPT-3.5 (00:03:22) OpenGPT-X Team Publishes European LLM Leaderboard: Promoting the Way for Advanced Multilingual Language Model Development and Evaluation (00:05:50) Europe's AI Act: How does it work and what happens next? (00:08:51) AI-created election disinformation is deceiving the world
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    12 m
  • Revolutionary Framework for SLAM, Memory-Efficient Training for Language Models, Lookback Lens Enhances LLM Reliability

    Revolutionary Framework for SLAM, Memory-Efficient Training for Language Models, Lookback Lens Enhances LLM Reliability
    Jul 14 2024
    Introducing Hyperion, a novel framework for handling asynchronous sensor data in robotics. Q-GaLore, a memory-efficient training approach for language models, is released. The Lookback Lens approach enhances LLM reliability by detecting and mitigating hallucinations. Plus, explore the job openings in the field of generative AI. Sources: https://www.marktechpost.com/2024/07/13/hyperion-a-novel-modular-distributed-high-performance-optimization-framework-targeting-both-discrete-and-continuous-time-slam-applications/ https://www.marktechpost.com/2024/07/13/q-galore-released-a-memory-efficient-training-approach-for-pre-training-and-fine-tuning-machine-learning-models/ https://www.marktechpost.com/2024/07/13/enhancing-llm-reliability-the-lookback-lens-approach-to-hallucination-detection/ https://www.analyticsinsight.net/generative-ai/generative-ai-job-openings-where-to-apply Outline: (00:00:00) Introduction (00:00:44) Hyperion: A Novel, Modular, Distributed, High-Performance Optimization Framework Targeting both Discrete and Continuous-Time SLAM Applications (00:03:35) Q-GaLore Released: A Memory-Efficient Training Approach for Pre-Training and Fine-Tuning Machine Learning Models (00:03:48) Enhancing LLM Reliability: The Lookback Lens Approach to Hallucination Detection (00:07:18) Generative AI Job Openings: Where to Apply
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    12 m
  • GenSQL: Revolutionizing Database Analysis with Probabilistic Programming

    GenSQL: Revolutionizing Database Analysis with Probabilistic Programming
    Jul 13 2024
    Introducing GenSQL, a cutting-edge system that seamlessly integrates operations accessing data records and probabilistic models. With GenSQL, users can generate synthetic data, condition distributions on observed data, and perform complex queries. Join us as we explore the groundbreaking features of GenSQL and its practical applications in anomaly detection and synthetic data generation. Sources: https://www.marktechpost.com/2024/07/12/gensql-a-generative-ai-system-for-databases-that-advances-probabilistic-programming-for-integrated-tabular-data-analysis/ https://www.analyticsinsight.net/data-science/data-science-careers-whos-hiring-and-what-theyre-looking-for https://www.marktechpost.com/2024/07/12/augmentoolkit-an-ai-powered-tool-that-lets-you-create-domain-specific-using-open-source-ai/ https://www.marktechpost.com/2024/07/12/mj-bench-a-multimodal-ai-benchmark-for-evaluating-text-to-image-generation-with-focus-on-alignment-safety-and-bias/ Outline: (00:00:00) Introduction (00:00:50) GenSQL: A Generative AI System for Databases that Advances Probabilistic Programming for Integrated Tabular Data Analysis (00:03:54) Data Science Careers: Who’s Hiring and What They’re Looking For (00:07:24) Augmentoolkit: An AI-Powered Tool that Lets You Create Domain-Specific Using Open-Source AI (00:10:36) MJ-BENCH: A Multimodal AI Benchmark for Evaluating Text-to-Image Generation with Focus on Alignment, Safety, and Bias
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    11 m
  • Stanford’s KITA: A Revolutionary Framework for Conversational Agents, SoftBank Acquires Graphcore

    Stanford’s KITA: A Revolutionary Framework for Conversational Agents, SoftBank Acquires Graphcore
    Jul 12 2024
    Researchers at Stanford introduce KITA, a programmable AI framework for building task-oriented conversational agents. British chipmaker Graphcore is bought by Japan's SoftBank. Plus, Microsoft Research introduces AgentInstruct for enhancing synthetic data quality, and LayerShuffle enhances the resilience of vision transformers. Sources: https://www.marktechpost.com/2024/07/11/researchers-at-stanford-introduce-kita-a-programmable-ai-framework-for-building-task-oriented-conversational-agents-that-can-manage-intricate-user-interactions/ https://www.theguardian.com/business/article/2024/jul/12/british-chipmaker-graphcore-bought-by-japans-softbank https://www.marktechpost.com/2024/07/11/microsoft-research-introduces-agentinstruct-a-multi-agent-workflow-framework-for-enhancing-synthetic-data-quality-and-diversity-in-ai-model-training/ https://www.marktechpost.com/2024/07/11/layershuffle-robust-vision-transformers-for-arbitrary-layer-execution-orders/ Outline: (00:00:00) Introduction (00:00:47) Researchers at Stanford Introduce KITA: A Programmable AI Framework for Building Task-Oriented Conversational Agents that can Manage Intricate User Interactions (00:03:28) British chipmaker Graphcore bought by Japan’s SoftBank (00:06:49) LayerShuffle: Robust Vision Transformers for Arbitrary Layer Execution Orders
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    11 m
  • The Dual Impact of AI in Cybersecurity, Top AI Skills in Demand in Singapore

    The Dual Impact of AI in Cybersecurity, Top AI Skills in Demand in Singapore
    Jul 11 2024
    AI and machine learning revolutionize cybersecurity while amplifying cyber threats. Discover the dual-use nature of AI in cybersecurity and the top AI skills in demand by employers in Singapore. Plus, a roadmap for aspiring machine learning analysts and a groundbreaking defense against adversarial attacks on Large Language Models. Sources: https://www.marktechpost.com/2024/07/10/the-dual-impact-of-ai-and-machine-learning-revolutionizing-cybersecurity-and-amplifying-cyber-threats/ https://hrsea.economictimes.indiatimes.com/news/industry/indeed-reveals-top-ai-skills-in-demand-by-employers-in-singapore/111633393 https://www.webpronews.com/crafting-a-machine-learning-career-a-roadmap-for-aspiring-analysts/ https://www.marktechpost.com/2024/07/10/this-ai-paper-from-the-national-university-of-singapore-introduces-a-defense-against-adversarial-attacks-on-llms-utilizing-self-evaluation/ Outline: (00:00:00) Introduction (00:00:44) The Dual Impact of AI and Machine Learning: Revolutionizing Cybersecurity and Amplifying Cyber Threats (00:03:30) Indeed reveals top AI skills in demand by employers in Singapore (00:06:12) Crafting a Machine Learning Career: A Roadmap for Aspiring Analysts (00:09:11) This AI Paper from the National University of Singapore Introduces a Defense Against Adversarial Attacks on LLMs Utilizing Self-Evaluation
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    10 m
  • Schoolchildren Sentenced for AI-Generated Images, Vimeo Implements AI Content Labels

    Schoolchildren Sentenced for AI-Generated Images, Vimeo Implements AI Content Labels
    Jul 10 2024
    Spain sentences 15 schoolchildren for creating and spreading AI-generated naked images. Vimeo joins YouTube and TikTok in launching new AI content labels. Plus, Samsung unveils its first smart ring, the Galaxy Ring, and the threat of AI-created election disinformation. Sources: https://www.theguardian.com/world/article/2024/jul/09/spain-sentences-15-school-children-over-ai-generated-naked-images https://techcrunch.com/2024/07/10/vimeo-ai-generated-content-labels/ https://techcrunch.com/2024/07/10/samsungs-galaxy-ring-its-first-smart-ring-arrives-july-24-for-399/ https://apnews.com/article/artificial-intelligence-elections-disinformation-chatgpt-bc283e7426402f0b4baa7df280a4c3fd Outline: (00:00:00) Introduction (00:00:40) Spain sentences 15 schoolchildren over AI-generated naked images (00:02:56) Vimeo joins YouTube and TikTok in launching new AI content labels (00:05:12) Samsung’s Galaxy Ring, its first smart ring, arrives July 24 for $399 (00:07:47) AI-created election disinformation is deceiving the world
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    11 m
  • Revolutionizing Language Models and AI Recommenders, Unveiling the Human Labor Behind AI, and Advancements in Text-to-3D Generation

    Revolutionizing Language Models and AI Recommenders, Unveiling the Human Labor Behind AI, and Advancements in Text-to-3D Generation
    Jul 7 2024
    Discover the groundbreaking method of MInference for efficient language processing. Explore the influence of AI-based recommenders on human behavior and the need for responsible AI algorithms. Uncover the hidden human labor powering AI in the eye-opening book 'Feeding the Machine.' Experience the state-of-the-art Meta 3D Gen pipeline for text-to-3D asset generation. Join us as we delve into the latest advancements and implications in the world of AI. Sources: https://www.marktechpost.com/2024/07/06/minference-milliontokens-inference-a-training-free-efficient-method-for-the-pre-filling-stage-of-long-context-llms-based-on-dynamic-sparse-attention/ https://www.marktechpost.com/2024/07/06/exploring-the-influence-of-ai-based-recommenders-on-human-behavior-methodologies-outcomes-and-future-research-directions/ https://www.theguardian.com/technology/article/2024/jul/06/james-muldoon-mark-graham-callum-cant-ai-artificial-intelligence-human-work-exploitation-fairwork-feeding-machine https://www.marktechpost.com/2024/07/06/meta-3d-gen-a-state-of-the-art-text-to-3d-asset-generation-pipeline-with-speed-precision-and-superior-quality-for-immersive-applications/ Outline: (00:00:00) Introduction (00:00:49) MInference (Milliontokens Inference): A Training-Free Efficient Method for the Pre-Filling Stage of Long-Context LLMs Based on Dynamic Sparse Attention (00:04:14) Exploring the Influence of AI-Based Recommenders on Human Behavior: Methodologies, Outcomes, and Future Research Directions (00:07:49) James Muldoon, Mark Graham and Callum Cant: ‘AI feeds off the work of human beings’ (00:11:16) Meta 3D Gen: A state-of-the-art Text-to-3D Asset Generation Pipeline with Speed, Precision, and Superior Quality for Immersive Applications
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    15 m